{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "imposed-region",
   "metadata": {},
   "source": [
    "### Stacked Funnel Plot with plotly.express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "precise-graham",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import pandas as pd\n",
    "stages = [\"Website visit\", \"Downloads\", \"Potential customers\", \"Requested price\", \"invoice sent\"]\n",
    "df_mtl = pd.DataFrame(dict(number=[39, 27.4, 20.6, 11, 3], stage=stages))\n",
    "df_mtl['office'] = 'Montreal'\n",
    "df_toronto = pd.DataFrame(dict(number=[52, 36, 18, 14, 5], stage=stages))\n",
    "df_toronto['office'] = 'Toronto'\n",
    "df = pd.concat([df_mtl, df_toronto], axis=0)\n",
    "fig = px.funnel(df, x='number', y='stage', color='office')\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "unlimited-sport",
   "metadata": {},
   "source": [
    "### Setting Marker Size and Color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "civic-karma",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plotly import graph_objects as go\n",
    "\n",
    "fig = go.Figure(go.Funnel(\n",
    "    y = [\"Website visit\", \"Downloads\", \"Potential customers\", \"Requested price\", \"Finalized\"],\n",
    "    x = [39, 27.4, 20.6, 11, 2],\n",
    "    textposition = \"inside\",\n",
    "    textinfo = \"value+percent initial\",\n",
    "    opacity = 0.65, marker = {\"color\": [\"deepskyblue\", \"lightsalmon\", \"tan\", \"teal\", \"silver\"],\n",
    "    \"line\": {\"width\": [4, 2, 2, 3, 1, 1], \"color\": [\"wheat\", \"wheat\", \"blue\", \"wheat\", \"wheat\"]}},\n",
    "    connector = {\"line\": {\"color\": \"royalblue\", \"dash\": \"dot\", \"width\": 3}})\n",
    "    )\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "controversial-december",
   "metadata": {},
   "source": [
    "### Stacked Funnel Plot with go.Funnel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "annoying-springfield",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plotly import graph_objects as go\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Funnel(\n",
    "    name = 'Montreal',\n",
    "    y = [\"Website visit\", \"Downloads\", \"Potential customers\", \"Requested price\"],\n",
    "    x = [120, 60, 30, 20],\n",
    "    textinfo = \"value+percent initial\"))\n",
    "\n",
    "fig.add_trace(go.Funnel(\n",
    "    name = 'Toronto',\n",
    "    orientation = \"h\",\n",
    "    y = [\"Website visit\", \"Downloads\", \"Potential customers\", \"Requested price\", \"invoice sent\"],\n",
    "    x = [100, 60, 40, 30, 20],\n",
    "    textposition = \"inside\",\n",
    "    textinfo = \"value+percent previous\"))\n",
    "\n",
    "fig.add_trace(go.Funnel(\n",
    "    name = 'Vancouver',\n",
    "    orientation = \"h\",\n",
    "    y = [\"Website visit\", \"Downloads\", \"Potential customers\", \"Requested price\", \"invoice sent\", \"Finalized\"],\n",
    "    x = [90, 70, 50, 30, 10, 5],\n",
    "    textposition = \"outside\",\n",
    "    textinfo = \"value+percent total\"))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "strange-translator",
   "metadata": {},
   "source": [
    "### Basic Area Funnel Plot with plotly.express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "renewable-chrome",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "fig = px.funnel_area(names=[\"The 1st\",\"The 2nd\", \"The 3rd\", \"The 4th\", \"The 5th\"],\n",
    "                    values=[5, 4, 3, 2, 1])\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "electoral-agriculture",
   "metadata": {},
   "source": [
    "### Set Marker Size and Color in Area Funnel Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cultural-starter",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aduZlEsXHF64bHbNpjcjF11W0ZQ7SJUCcQVc/qSZ5AQbe5I05gyIBYg2KmllpKW5Ydf+bfZGIe+PZqn8V+aO/FBnaKPL6MyJNi/OvAX7yFyJnN4nMX9L1TO51we7taedfInLyRH5AXvLHIlObRNwg7T6TZoqs/JXINTfl1y08pvgNbZXWwXFBCxBnCLp9Xm3+298WWb++ui3deafIeedVt0bSRzPwJi3M+uoEiDWoa2nlBbk7uq8+KfKxT3d/VbAbXkeMyw+yfX1eflTknIUiYyaLPPeQyPR5+X9e8aDI5TfkB96Nr+T/zP2Pj3kB4gzmL4FYARh4Y+VkMQT0CBBr0NPLqiuJ7ui6obTwU3gXuK+TuDvE7hMNxW7gHTW+6x1et1bLnu53iqvePAuEKkCcIdTO+blvBl4/+8KuEMhcgFhD5i3IfgN9ZXV7y/cW79oNt8/+UmTCNJHlX87fvS1c12V43Z81rxa54Mr83V/3/cs+I3LJ8uwN2EFmAsQZMqNXeWIGXpVtpSgE4hEg1hCPY/CrRD8+u/am7tEFN6C2HhBZ+rnucYeocJfNdVnfxlE9D7HRHWR3nrWr8hGHF38tsvBy4g3BXzyVFUCcoTI3jupdIIuB99jxNvnmd38qv3n6pc6N3feDr8vihXMSaxUZ3sRoWVizALEGzd0ts7Yod1uc1XVD6poVIpd+pveB153KxRq2vtV94C2MO7i7xgd257/T2/nK3DZfD1OAOEOYffN51z0NvH/x2Zdk5tR9PW77Rw98TDZvH9Pl78r90dqBllb52QP/IbfdeL0MGVwvq9dskNvv/rHc+52vyqxpyfxWgYHX56uQvXkrQKzB29akuzEXQSj8cVnh2aMnLhQ/paF4hz0NsG7dKMoQDcXRHV53vvOX9P9juHQlOFtKAsQZUoI2dJosBt5iXjcA3/b178tXb70hsbu8DLyGLmpKjVeAWEO8nsGsVpjRnbXgzCPJCvO3rpjrv3Tmh2bR37nHj7kfuEXP4HXfK37ebm9DNBneYC6RpDZKnCEpWdvr+jDwvrtth9xx94/l72//And4bV+OVO+jALEGH7vCnhDQK0CcQW9vs6ws64E3yvN+bNFcWX7dpYlRcIc3MVoW1i5ArEF7h6kPAX8EakTknnNEJtT7syd2okMgy4E3GnYnjh8tX7n1hkRBGXgT5WVx7QLEGrR3mPoQ8EPgnCEi35rhx17YhS6BrAbeNIdd1zEGXl3XLdWkLECsIWVwToeAUQHiDEYbn0LZWQy8acUYCvkYeFO4mDiFXgFiDXp7S2UI+CJAnMGXTujcRxbP4XU/Urv1b/5BPtzV9dFnt/yn6xKLNjDw6rx+qSpFAWINKWJzKgQMChBnMNj0FEvOYuBNsbzOUzHwZqHOOVUJEGtQ1U6KQcA7AeIM3rVE1YYYeFW1k2IQSE6AWENytqyMgHUB4gzWr4Dk62fgTd6YMyCgRoBYg5pWUggCXgkQZ/CqHSo3w8Crsq0UhUAyAsQaknFlVQSsCxBnsH4FUH9cAmR445JkHdMCxBpMt5/iEUhEgDhDIqwsalSAgddo4yk7fgFiDfGbsiIClgWIM1juPrXHLcDAG7co65kVINZgtvUUjkAiAsQZEmFlUaMCDLxGG0/Z8QsQa4jflBURsCpAnMFq57Or++Dx4/LMli0lb2DUkCFyxfTpJX8/6y8y8GbdAc6vSoBYg6p2UgwCmQkQZ8iM3uyJtxw4IHc880zJ9c8cNUq+feWVJX8/6y8y8GbdAc6vSoBYg6p2UgwCmQkQZ8iM3uyJ0x5477n3QfnJvzza6X3fD74uixfOScyfgTcxWha2KECswWLXqRmBeAWIM8TryWqlCaQ58B5oaZWfPfAfctuN18uQwfXy7rYdcsfdP5a/v/0LMmva5NI2XOa3GHjLBOPrCPQnQKyhPyH+HgEE+hIgzsD1kYVAmgNvcX1uAL7t69+Xr956Q2J3eRl4s7iqOKdqAWINqttLcQgkLkCcIXFiTtCDQJYD7+o1G+T2u38s937nq9zh5epEIBQBYg2hdIp9IuCfAHEG/3piZUdZDLwuynDr3/yDfLhrn5DhtXKlUacqAWINqtpJMQikJkCcITVqTlQkkMXAG22BSAOXIwKBChBrCLRxbBuBjAWIM2TcAMOnz3LgdezuqQ3Tp06U5dddmkgXyPAmwsqi1gWINVi/AqgfgfIFiDOUb8YR8QmkOfC6KMPTz70qf/Fnf5ArIIo23H37F/jRWnwtZSUE0hEg1pCOM2dBQIsAcQYtnQyzjjQH3mPH2+Sb3/2p/ObplzqxyPCGed2wawTkN3tPy8r9x5FAAAEEShK4dPRg+dTY2pK+y5cQiFsgzYE37r2Xsh6RhlKU+A4CFQicOPS+yJFdIqc7KjiaQxBAwJRAbY10DJsgg4dPMVU2xfojcPD4cXlmy5aSNzRqyBC5Yvr0kr+f9RcZeLPuAOdXK3C6rUVOfbhB6rZtVVsjhSGAQDwC7TOmS+34OVI7aEQ8C7IKAgh0EWDg5YJAIEGBtj1rpO7tZnE/RuGDAAII9CTQUVMjJ5vOlfrxFwCEAAIJCTDwJgTLsgg4gfYDm6Rm20YZcKgVEAQQQKBHgVMjhkvH2efKwFHnIIQAAgkJMPAmBMuyCDgBYg1cBwgg0J8AcYb+hPh7BKoXYOCt3pAVEOhTgFgDFwgCCPQmQJyBayNzgdNtcurYvsq3MaBeBgweU/nxKR3JwJsSNKexK0CswW7vqRyB/gSIM/QnxN8nLdBx8rC0HXin4tPU1g+TupGzKz4+rQMZeNOS5jxmBYg1mG09hSPQrwBxhn6J+ELCAgy8CQOzPAKWBIg1WOo2tSJQmgBxhtKc+FayAgy8yfqyOgKmBIg1mGo3xSJQkgBxhpKY+FLCAsUDb3tHjRw+PqDXsw6s7ZCGQac6/77aSEP0mmG34F1/fbMMGVyfSMVEGhJhZVEEugoQa+CKQACBYgHiDFwTPggUD7zH22tlR0vvQ+eQutMyaXhbLANvNOz+5umX5FNXfYyB14cLgj0gUK0AsYZqBTkeAT0CxBn09DL0SrIceO+590GZPnVijvClV9cz8IZ+MbF/BJwAsQauAwQQiASIM3At+CKQ1cDrhl33+cqtN8hDj65k4PXlgmAfCFQrQKyhWkGOR0CPAHEGPb0MvZIsBl434G7dvjM37LoPA2/oVxH7R6BIgFgDlwQCCBBn4BrwSSCLgdfd3f3JvzzajSHJHC8/WvPpqmMv6gWINahvMQUi0K8AcYZ+ifhCigJZDLzF5XGHN8WGcyoE0hAg1pCGMudAwG8B4gx+98fa7hh4rXWcehFISYBYQ0rQnAYBDwWIM3jYFONb6vYc3tMirSf6fg5v46DTnWrVPofXLcQdXuMXIeXrFCDWoLOvVIVAKQLEGUpR4jtpCvCmtTS1ORcChgSINRhqNqUiUCRAnIFLwjcBBl7fOsJ+EFAkQKxBUTMpBYESBYgzlAjF11IVYOBNlZuTIWBLgFiDrX5TLQJOgDgD14GXAqfbpP3ovoq3VjOwXgYMHlPx8WkdyGPJ0pLmPAgUCBBr4HJAwJ4AcQZ7PadifwQYeP3pBTsxJtC253Wpe3uj1Birm3IRsChAnMFi16nZJwEGXp+6wV5MCRBrMNVuijUuQJzB+AVA+ZkLMPBm3gI2YFWAWIP/nd9x8LD841OrZdveQ902e9Xc6fK5T8yXR97YJOOHD5Ml504pu6C29lPyixfWydPrt+aO/eb1S6RpYnlZuIdebZZ5Z40t+7iyN8sBVQkQZ6iKj4MRqFqAgbdqQhZAoHIBYg2V26VxpBt4dxw4LBfNmCjNO/fJqo3v54Zc93lu43YZWFsr9654Xb501aKKBt5XtuyUyaMaZPLIBln1zvvymzfekS9fvTj376V83DH//PSrFQ3KpazPd+IRcHGGtqZzZdD4C+JZkFUQQKBsAQbessk4AIH4BIg1xGeZ9EqFA2/9wDNvIXJ3WCu9w1u45+hu75LZU8q6W8sd3qQ7X/36xBmqN2QFBKoVYOCtVpDjEahCgFhDFXgpH9rfwLv70BH55eoNXe72Rndg3Vb7iyu4gdfFI5bOmyGNg+slGqT7WtfFKobUDZRFMyaWNSSnTGf+dMQZzF8CAHggwMDrQRPYgm0BYg1h9L+vgdcNum6gdZ8o9rBl70F564O9snxRk7hoxK9e2SA3LVmQG2Z7+hTGJ4oH5eJ1o3O0Hm+T//vSW7Js/gwGXk8vI+IMnjaGbZkTYOA113IK9k2AWINvHel5P/3d4XU/WnND64q3t8lnFs/J3a11g3D0mTZ2eK/5XHd312WCL5k9VaK4RGFUonjdKEJRaQwiDHEduyTOoKOPVBG+AANv+D2kgsAFiDWE0cBKBt5Ss72PvvmuLDx7Qpcfq5Uy8Do5Mrx+Xz/EGfzuD7uzI8DAa6fXVOqxALEGj5vz+62VOvBG0YUdB1vlX1/dKH951aJcjGHr3pbc3dviJzC4+MK4xiG5SIK7Y/vm9j25p0IUD7zRum9s3y2rNm7Pres+//T0q9Jy7HhZT3fwX1vHDokz6OgjVegQYODV0UeqCFyAWIPfDSzM1BZGEwr//JZLPyJPrd+Se2Zv4TN6o1iDizm4PG/hxw21hbEH93cuC7yn9VjucWPu09e6C6aOl3GNQ6Vp0piKHovmt3r4uyPOEH4PqUCPAAOvnl5SScACxBoCbh5bR6AXAeIMXBoI+CPAwOtPL9iJcQFiDcYvAMpXJUCcQVU7KUaBAAOvgiZSgg4BYg06+kgVCDgB4gxcBwj4JcDA61c/2I1hAWINhptP6eoEiDOoaykFBS7AwBt4A9m+LgFiDbr6STU2BYgz2Ow7VfstwMDrd3/YnTEBYg3GGk65KgWIM6hsK0UFLsDAG3gD2b4uAWINuvpJNTYFiDPY7DtV+y3AwOt3f9idQQFiDQabTslqBIgzqGklhSgTYOBV1lDKCV+AWIP/PSx8YcSXrlrU7aUPrcfbcm9Ae3P77tyLJNxb1Ao/hS+scH8evczCvZGtt+N2HDwsa97bJdctmOU/kOEdEmcw3HxK91qAgdfr9rA5iwLEGvzuunvFsPu4Idb9810Pr+oy1Pb0Z4UVuWF4654WOX/quNwfu9cJP7dxu1wye6r8bsuHuT+bOW6kRK8SdkNw4Xfc64n5+CtAnMHf3rAz2wIMvLb7T/WeChBr8LQxPWzL3e0dP3xY7i6vuwv78+fXyp9/8nyZPLKhpCLcMTsOHJaLZkwUt9a8s8bK5JGN8uDv3pYbPnqeuIH3lS07ZfKohpLXLOnEfCl2AeIMsZOyIAKxCTDwxkbJQgjEJ0CsIT7LpFd69M13ZeHZE3LDqBtYB9cNzEUZ3P96ijsU76dwmI2G58I7vDsOtsqe1mPdYhNJ18X65QsQZyjfjCMQSEuAgTctac6DQBkCxBrKwMrwqy6esHrzDrly7nRx/3zfqjdl1vhRuXiCG1Tdv3/56sW93pktjioUZ3/dnd5o/Sg3/JnFc2T5oqYMq+bUvQkQZ+DaQMBfAQZef3vDzowLEGvw/wJ4Zv1WWTxzci52EA28f3LRnNyA64bZX7ywTpomjen17mxhnKGnaqP13fC8auP7uYjDr19/Ry4/bxrxBs8uD+IMnjWE7SBQJMDAyyWBgKcCxBo8bczvt+WetDCucUjnExiiAXfJ7CmdfxZlcouf0hBV1lc2t/DHce5cuw8dyd3Z7W9Nv9X07o44g97eUpkOAQZeHX2kCoUCp08clFO7mqVu61aF1YVdkhtGC3O1bnBdMHVc7ikLzR/uk899Yr7sPXysy5MWiit2A/Ijb2ySpfNm5O4QF34KoxLuz935oju87sdshUN12JJ6dk+cQU8vqUSnAAOvzr5SlRIBYg3+NbL4Gbpuh4U/TouyttGzdV28Icrm/vGi2Z13f3t7rq77buETGiIBMrz+XQvRjogz+NsbdoZAJMDAy7WAgMcCxBo8bg5bQ+D3AmFpItUAACAASURBVC7OcHrabKkbyUtBuCgQ8FWAgdfXzrAvBESEWAOXAQL+CxBn8L9H7BABBl6uAQQ8FyDW4HmD2J5pAeIMpttP8QEJMPAG1Cy2alOAWIPNvlN1GALEGcLoE7tEgIGXawABzwWINXjeILZnWoA4g+n2U3xAAgy8ATWLrdoVINZgt/dU7q8AcQZ/e8POECgWYODlmkAgAAFiDQE0iS2aEyDOYK7lFBywAANvwM1j63YEiDXY6TWVhiNAnCGcXrFTBBh4uQYQCESAWEMgjWKbJgSIM5hoM0UqEmDgVdRMStEtQKxBd3+pLiwB4gxh9YvdIsDAyzWAQCACxBoCaRTbNCFAnMFEmylSkQADr6JmUop+AWIN+ntMhf4LEGfwv0fsEIFiAQZergkEAhIg1hBQs9iqWgHiDGpbS2GKBRh4FTeX0vQJEGvQ11MqCk+AOEN4PWPHCDDwcg0gEJgAsYbAGsZ2VQkQZ1DVTooxJMDAa6jZlKpDgFiDjj5SRZgCxBnC7Bu7RoCBl2sAgcAEiDUE1jC2q0qAOIOqdlKMIQEGXkPNplQ9AsQa9PSSSsIRIM4QTq/YKQLFAgy8XBMIBChArCHAprHl4AWIMwTfQgowLMDAa7j5lB6uALGGcHvHzsMVIM4Qbu/YOQIMvFwDCAQqQKwh0Max7SAFiDME2TY2jUCnAAMvFwMCgQm8/LLI+++LnD5+QGoO7pOa4ycCq4DtIhCeQMeQQdIxYozUDh4lU6aIXHxxeDWwYwQsCzDwWu4+tQcp8MQTIvfdF+TW2TQCKgRuvlnk6qtVlEIRCJgRYOA102oK1SJw6JDIF7+opRrqQCA8gXvvFWlsDG/f7BgBywIMvJa7T+3BCvzd34m8/Xaw22fjCAQrcP75IrffHuz22TgCZgUYeM22nsJDFiDWEHL32HvIArfcInLVVSFXwN4RsCnAwGuz71QduEBvsYZF89+XUcOPBl4d20cge4EDh4bKq+umdNsIcYbse8MOEKhEgIG3EjWOQcADgW99S2TDhq4bufqT78jVn9jowe7YAgJhCzz1/Gx56oVzuxQxb57IHXeEXRe7R8CqAAOv1c5Td/ACPcUaxo46LF/7L88GXxsFIJC1wPf+92Wy90BDl20QZ8i6K5wfgcoFGHgrt+NIBDIVcLGG224T6ejouo2vfP5ZGT/2cKZ74+QIhCywa2+DfP9nl3UpoaZG5Ec/Ehk2LOTK2DsCdgUYeO32nsoVCBBrUNBESvBOgDiDdy1hQwhULcDAWzUhCyCQnUBPsYYJY1vlrz6/MrtNcWYEAhcgzhB4A9k+Aj0IMPByWSAQsEBvsYav3fJbGTuapzUE3Fq2npEAcYaM4DktAgkLMPAmDMzyCCQt0HOsYaNc/Yl3kj416yOgTuCpF2bLU8/zdAZ1jaUg8wIMvOYvAQBCFyDWEHoH2b9PAsQZfOoGe0EgPgEG3vgsWQmBTASINWTCzkkVChBnUNhUSkLg9wIMvFwKCCgQINagoImUkLkAcYbMW8AGEEhMgIE3MVoWRiA9AWIN6VlzJr0CPcUZbr5Z5Oqr9dZMZQhYEWDgtdJp6lQtQKxBdXspLgUB4gwpIHMKBDIUYODNEJ9TIxCnALGGODVZy5oAcQZrHadeawIMvNY6Tr1qBYg1qG0thaUgQJwhBWROgUCGAgy8GeJzagTiFCDWEKcma1kS2L23Qe752WVdSq6pEfnRj0SGDbMkQa0I6BVg4NXbWyozKECswWDTKblqgZ7iDHPninzjG1UvzQIIIOCJAAOvJ41gGwjEIUCsIQ5F1rAmQJzBWsep16IAA6/FrlOzWgFiDWpbS2EJCRBnSAiWZRHwTICB17OGsB0EqhXoKdaw9JMb5apPvFPt0hyPgDqBp144V556fnaXuogzqGszBSEgDLxcBAgoE3j8cZH77+9a1ISxrfJXn1+prNJ0ytm7/5D8n1+vkg93H+h2wos/co58+oqL5LlX1svoEY2ycO70ijb1zItr5YlVb8qk8aPkP//BEhk7enhJ67jjZp09UaadNa6k7/Ol7gLf/9mlsmtvY5e/+PznRZYuRQsBBDQJMPBq6ia1ICAixBrivQzcwLt7f4vMPWeqbPtgj7z21ubckOs+r6/fIrW1tfLLx16Uz37qkxUNvG5N93FD65r1W2XL+7ty69fVDeizEPfdB37zvNz2p8sYeCts+d79Q+V7P7miy9E8naFCTA5DwHMBBl7PG8T2EKhEgFhDJWr9H1M48BYOpO5OazV3eKMzu+F6w+YdsuSiOf1vRkS4w1sSU69fIs5QnR9HIxCSAANvSN1irwiUKECsoUSoMr/W38C7v6U1F00ovNsb3Yl1p+rrbuzJk6dyd4wvmDuj8+6uG2iPn2iXd7Z9KOfPnipXfvz83F1gd2fXxSkG1dfLvHOncIe3zD5GXyfOUCEchyEQoAADb4BNY8sI9CdArKE/ocr+vq+B1w26bqB1nyj2sGP3fnn3vZ25QdXdvX3y+Tflj65eLEOHDOqygcKc8LIlC7oNtlHEofD8R4+fkEdXvCafuLCJgbeCdhJnqACNQxAIWICBN+DmsXUE+hIg1hD/9dHfHV73ozU3vP7uzXdl6ScX5H7M5gbh6NPfj9Lc+g8/tbrzh2vFUYnCf3d3hB/57Sty4byZDLwVtJo4QwVoHIJAwAIMvAE3j60j0JcAsYb4r49KBt5ysr1uiHV3gT+6YFbuSQ19DbyuOjK8lfeYOEPldhyJQIgCDLwhdo09I1CCALGGEpDK/EqpA28UXdiz/5A8/eLaXKbXxRhcxKF+4MBeHztWeHfY/SiueOB1+d3X1m/Orec+LsvbeuR4WY8yK7NklV/vLc7wwx+KDC/tiXAqXSgKAc0CDLyau0tt5gWINcR3CRT++KwwmlD458uXXSwvrtmYe2Zv4TN6o1hDlM8t3FX0DF73Z9Exbtjt7cdu0fdnz5gko4YPkxlTJlT0OLT4ZMJbiThDeD1jxwhUK8DAW60gxyPgsQCxBo+bw9YyEyDOkBk9J0YgMwEG3szoOTECyQsQa0jemDOEJUCcIax+sVsE4hJg4I1LknUQ8FTgrrtEmpu7bm7Zkma58uObPN0x20IgOYGnXzhXnnx+dpcTzJ0r8o1vJHdOVkYAgewFGHiz7wE7QCBRAWINifKyeGACxBkCaxjbRSAmAQbemCBZBgFfBYg1+NoZ9pW2AHGGtMU5HwL+CDDw+tMLdoJAYgLEGhKjZeGABIgzBNQstopAzAIMvDGDshwCPgr0FGuYOK5V/ttNK33cLntCIBEB4gyJsLIoAkEIMPAG0SY2iUB1AsQaqvPj6PAFiDOE30MqQKAaAQbeavQ4FoGABIg1JNcs90rgR377irz8Rv7JF7f96TKZdta4zhNGL4sofLHE0WMncm9K27jlw27fd29c27B5hyy5aE5ymza2ck9xhvPOE7nzTmMQlIuAUQEGXqONp2x7Ao89JvLzn3etm1hDPNfB+k3bZfzoEblXBrs3pD27en3n637dv+9vaZUrP35+7u8K/9mdfcrE0RK9iti9ftgNz6+v3yIXzJ0h7o1rfOIRIM4QjyOrIBCqAANvqJ1j3wiUKUCsoUywCr8e3e29cN5MmTw+P8x+dMGs3DDs7uo+/twaueaShfLSmo0y6+yJMm708M4/cwNv4fBc4RY4rEiAOAOXBAIIMPByDSBgSIBYQ/LNdgPvc6+sl48tnJ0bcIvv3kYD8JvN22T0iMYud3j37D8kB1qOyMK505PfqKEzEGcw1GxKRaAXAQZeLg0EDAkQa0i+2S5/u3t/i8w9Z6q4fy4eeF3W1939dXd2CzO87t/f2rhdFn/kHIkyv8uWLMhFIfhUJ9BTnOGmm0SWLatuXY5GAIFwBBh4w+kVO0WgagFiDVUT9rlAcf62p4G3MOJQuNjqNzbJvNlTxd3lfe2tzbnYw4qX13fGIZLdud7ViTPo7S2VIVCOAANvOVp8FwEFAsQakmviqlc2yJyZk3N5XfdxA3BvGV6X140+2z7Yk/tH92SHwh+2uTu9Ludb+MSH5Havc2XiDDr7SlUIlCvAwFuuGN9HIHABYg3JNNANqqNGDMsNp27QfWfbjlysobenNES7cDnfKMrg/swNv9EdXvcDNxd/YOCtvGfEGSq340gENAkw8GrqJrUgUIIAsYYSkMr8SpS5LTwsehZv4TN6C5/D675b+NSGwju+ZHjLbEAvXyfOEI8jqyCgQYCBV0MXqQGBMgWINZQJxteDFHjmxXPkiVVNXfbOyyaCbCWbRqBqAQbeqglZAIHwBHqKNUwaf0j+643PhVcMO0agFwHiDFwaCCAQCTDwci0gYFCAWIPBphsrmTiDsYZTLgL9CDDwcokgYFTgf/wPkY0buxa/bEmzXPnxTUZFKFuTQE9xhjlzRP72bzVVSS0IIFCqAANvqVJ8DwFlAsQalDWUcroI/OC+S2XnnsYuf8bLJrhIELArwMBrt/dUblyAWIPxC0Bx+cQZFDeX0hCoUICBt0I4DkNAgwCxBg1dpIZiAeIMXBMIIFAswMDLNYGAYQFiDYabr7h04gyKm0tpCFQowMBbIRyHIaBBwMUavvjF7pV87ZbfytjRRzWUSA3GBIgzGGs45SJQogADb4lQfA0BrQLEGrR21mZdxBls9p2qEehPgIG3PyH+HgHlAsQalDfYWHnEGYw1nHIRKFGAgbdEKL6GgFYBYg1aO2uvLuIM9npOxQiUKsDAW6oU30NAsUBPsYZrljTLFbyEQnHX9ZVGnEFfT6kIgbgEGHjjkmQdBAIWINYQcPPYeqcAcQYuBgQQ6E2AgZdrAwEEhFgDF0HoAsQZQu8g+0cgWQEG3mR9WR2BYASINQTTKjbagwBxBi4LBBDoS4CBl+sDAQRyAsQauBBCFvhf918iH+4e3qWEG28UueaakKti7wggEJcAA29ckqyDQOACxBoCb6Dh7RNnMNx8SkegRAEG3hKh+BoCFgSINVjosr4aiTPo6ykVIRC3AANv3KKsh0DAAj3FGkaPPCoXzn0/4KrYunaB196aIvtbhnYp86abRJYt01459SGAQKkCDLylSvE9BAwI9BZrMFA6JSoSqKkR+eEPRYZ3jfQqqpBSEECgXAEG3nLF+D4CygXuukukuVl5kZSnWuC880TuvFN1iRSHAAJlCjDwlgnG1xHQLtAl1nD1UyIjWrSXTH0aBFpGiDx1da4Sns6goaHUgEC8Agy88XqyGgLBC3SJNTQ1i8xfF3xNFGBAYN18keYmIc5goNeUiEAFAgy8FaBxCALaBZ54QqS1VaRVWuUJeUJ7udQXuECN1MgyWSYN0iCNjfxYLfB2sn0EEhFg4E2ElUUR0CNw+1NPybYWYg16OqqvknNGj5ZvXXGFvsKoCAEEYhNg4I2NkoUQ0Cnw783N8sA6Yg06u6ujqs/Ony9/2NSkoxiqQACBRAQYeBNhZVEE9AjsOnxYvvL449KhpyQqUSRQIyL3XHONTGhoUFQVpSCAQNwCDLxxi7IeAgoF/va3v5VN+/crrIySQhcgzhB6B9k/AukIMPCm48xZEAhagFhD0O1TvXniDKrbS3EIxCbAwBsbJQshoFeAWIPe3oZcGXGGkLvH3hFIV4CBN11vzoZAsALEGoJtndqNE2dQ21oKQyB2AQbe2ElZEAGdAsQadPY15KqIM4TcPfaOQLoCDLzpenM2BIIVINYQbOtUbpw4g8q2UhQCiQkw8CZGy8II6BMg1qCvp6FWRJwh1M6xbwSyEWDgzcadsyIQpACxhiDbpnLTxBlUtpWiEEhMgIE3MVoWRkCfALEGfT0NsSLiDCF2jT0jkK0AA2+2/pwdgeAEiDUE1zJ1GybOoK6lFIRA4gIMvIkTcwIEdAkQa9DVzxCrIc4QYtfYMwLZCjDwZuvP2REITsBkrOHtt0XWr++5V5dfLlJfL+K+s3Bh/p8r/bS1iaxZI3LeeSKNjd1XcecYNkzk7LMrPUPwxxFnCL6FFIBAJgIMvJmwc1IEwhYwF2vYskXkrLNEBgwQefPN/MA5ZozIvn0iJ0+KbNqUb+hHP1rdwPveeyLvvJNfJxp4o3Pv3CmyerXI4sWmB17iDGH/t4PdI5CVAANvVvKcF4GABczGGk6d6jrwRj1sba3+Dq9bY+9ekT17ztzhLV6XO7xCnCHg/3CwdQQyFGDgzRCfUyMQqoDJWINrVn8D76xZ+UjCoEFn7va6mMLvfieya5fIzJkiCxbk7xQXfty67u7uxIkia9fmB173cccdPJj/Zxed2L07H2k4ciQfsTB2t5c4Q6j/xWDfCGQvwMCbfQ/YAQJBCpiLNfQ38LrhdPRokXnzRN56Kx87GDkyP5hOn56PKPR2h7alRaS2Nj8oF2Z4e7rD69Zzw6/7uCG5pwE6yCuq/00TZ+jfiG8ggEDPAgy8XBkIIFCRgMlYQ393eKMfrbnBdvz4fJ638C6tk54798wdXPfv7g7wBx+IzJiR/+f+Bt7oR2tuGN66Nb9e8R3jijrq/0HEGfzvETtEwFcBBl5fO8O+EPBcwGSsoZKBt7+nN7gfvq1Y0b3bPT39ofAOsbGBlziD5/9BYHsIeC7AwOt5g9geAj4LmIs1lDPwujux7skO7qkO7okOLuLgjndZ3smTe25ruXd4+xumfb54ytwbcYYywfg6Agh0EWDg5YJAAIGKBUzFGgp/fObEomhC8Y/SBg4U2bgxbxrdpY1iDS7TW/jIsWL54oG3cG33QzY34LrPhReKbN6c/0Fbbz+Eq7irfh745x/5iFx7zjl+bo5dIYCA9wIMvN63iA0i4K+AyViDv+1QuzMXZ/jhpz8tw92P+vgggAACFQgw8FaAxiEIIHBGwFysgeanLkCcIXVyToiAOgEGXnUtpSAE0hV4bNMm+fkbb6R7Us5mSoA4g6l2UywCiQgw8CbCyqII2BE4dOKE3PbII9Jhp2QqTVGAOEOK2JwKAcUCDLyKm0tpCKQlQKwhLWl75yHOYK/nVIxAEgIMvEmosiYCxgSINRhreIrlEmdIEZtTIaBYgIFXcXMpDYG0BIg1pCVt6zzEGWz1m2oRSFKAgTdJXdZGwJAAsQZDzU6pVOIMKUFzGgQMCDDwGmgyJSKQhoC5WIN7JbB7EYR7kUR9fZ64+CUUCxaIDBjQnd+9Fjh6GUX0Aovi491LK9wb2qKPO2bnTpFzz02jnV6cgziDF21gEwioEGDgVdFGikAgewFTsQY37K5YITJhQteBd8uW/OuE3ZBb+Erhwva41wu/996ZVw27wde9Rc0Nt+7P3WfUqPwwvXBhfpguPKanATr79se+A+IMsZOyIAKmBRh4Tbef4hGIV8BUrMHdcS0cSosp3fA6bFjXu7Q9cb/zjsjEiSKNjfn1xo/P//Nbb4nMm5cfeHfsyP+Z+5+RD3EGI42mTARSEmDgTQma0yBgQcBUrKGvgdf9nfvf5Ml9t93dKXafKLrgBl43JBfe4XXrHDmSvyNs6EOcwVCzKRWBFAQYeFNA5hQIWBEwFWvobeB1d3ZXr863vDiHW3ghuOF2/XqRkSPzsQh397YwA+yOdX/2wQciM2bk7/667xdmfpVeWMQZlDaWshDIUICBN0N8To2ARgEzsYb+Ig1uQD1+XKS3H6655rtsrsv6Dh6cz/EWf6JMsDuXG6RdxKG5WWT6dNXxBuIMGv/LQE0IZCvAwJutP2dHQJ2AmVhDfwOv+/utW/N3ZPv6oZmLNeze3X3gLYw7uGHXxRrcUBzlfAuf4KDsKiLOoKyhlIOABwIMvB40gS0goEnATKyhv4E3euJCf9nbngZYF22Iogzu4nDDb3SH1/2Yza2pdOAlzqDpvwbUgoA/Agy8/vSCnSCgRkB9rCF6LJnrWPRoMvfP7hFju3bl+7h48ZkfmkXZXHeH1j11IXoGr/tecc7XfbfwCQ3RVWEkw0ucQc1/BigEAa8EGHi9agebQUCHgJlYg452eVUFcQav2sFmEFAjwMCrppUUgoA/AmZiDf6Qq9gJcQYVbaQIBLwUYOD1si1sCoHwBdTHGsJvkXcVEGfwriVsCAE1Agy8alpJIQj4JUCswa9+hLAb4gwhdIk9IhCmAANvmH1j1wh4L0CswfsWebVB4gxetYPNIKBOgIFXXUspCAF/BIg1+NML33cyd9w4+call/q+TfaHAAKBCjDwBto4to1ACALEGkLokh97vOWCC+SqmTP92Ay7QAABdQIMvOpaSkEI+CNArMGfXvi8E+IMPneHvSGgQ4CBV0cfqQIBbwWINXjbGm82RpzBm1awEQTUCjDwqm0thSHghwCxBj/64PMuiDP43B32hoAOAQZeHX2kCgS8FSDW4G1rvNgYcQYv2sAmEFAvwMCrvsUUiED2At9euVLW79mT/UbYgXcCxBm8awkbQkClAAOvyrZSFAJ+CTy9ebP85PXX/doUu/FCgDiDF21gEwioF2DgVd9iCkQgewFiDdn3wMcdEGfwsSvsCQGdAgy8OvtKVQh4I9DRfkyk45T8/I03ZFtLizf7YiPZC0wbMULc64SldoDUDBiS/YbYAQIIqBVg4FXbWgpDwA+BU0d2SPuRnX5shl14KTBw6AQZ0HCWl3tjUwggoEOAgVdHH6kCAW8FOk4dk7Z9b3u7PzaWvUDdqCaprRuW/UbYAQIIqBVg4FXbWgpDwB+Bk/vXy+n24/5siJ14I1BTWyf1Y8/3Zj9sBAEEdAow8OrsK1Uh4JVAcazhdEeNnGh3P1niY01g0MAOqa3p6Cx7wNDxMrBhijUG6kUAgZQFGHhTBud0CFgU6Gg/Km37N3SW3tEhsmX/YBFh6LV1PXTIjNHHpaag7fWjZktNXYMtBqpFAIHUBRh4UyfnhAjYFGjb95Z0nDrRWfyu1no50jbAJobRqofVnZIJw9vOVF87UAaNXWBUg7IRQCBNAQbeNLU5FwKGBU4d/kDaj+7qFDh8YoDsPlxvWMRe6eMb26Sh/lRn4cQZ7F0DVIxAVgIMvFnJc14EjAmcbj8qJ4k1GOt6Ybk9xBlGN0nNQJ7OYPiioHQEUhNg4E2NmhMhgEC3WMOhejly0v9Yw3PPPScrVqzosYE33nijDB06VFauXCnXXntt7p8r+bz33nty//335w69/PLL5ZJLLum2jNvHyJEj5fzzw3uqwbC6dpkw/OSZmogzVHKZcAwCCFQowMBbIRyHIYBA+QLthz+QUwHGGl577TWZM2eO1NXVyZNPPinz58+Xs88+W9yQeuLECVm9enUO4/rrr69o4D169Khs2LBBLrzwwm6o0bnfffddefjhh3PnCHHg7RZnGDJeBjbydIby/7+IIxBAoBIBBt5K1DgGAQQqEnCvGW7bf+YlFKE9reHkyZNdBt4IYe/evVXd4V27dm1umF20aJEsXbo0N1i7T/G64d7hJc5Q0f/DcBACCMQmwMAbGyULIYBAKQLdYw11cuTkwFIOzfw7/Q28F110kTz22GPS0NDQebfX3b11w6y7Q1s80EYFtbS0yIgRI8QNtG+//bYsX74891cPPfSQ7NqV/6Gfi05s27YtF2k4ePBgLmIRyt3eYfWnZEIjT2fI/AJmAwgYFmDgNdx8SkcgC4FusYa2AbK7NYynNfQ18LrhdMqUKbn8rRtGXexh0qRJ8uyzz8rChQtl7NixuYG2vwyuu9vrBlqX4e3pDq9b2w2/7rNu3boud4Sz6Gcp5yTOUIoS30EAgSQFGHiT1GVtBBDoJhByrKG/O7zRj9bcYDtt2rRcnrfwLq3D6O0HaRGUG3LXrFkjl112mbg7v4U/hiscmAu/F0Ug/LzcuscZ6kY1SW0dT2fws1/sCgGdAgy8OvtKVQh4LRDqSygqGXjLfXqDG2Rd/OHiiy/uM8MbysA7rL5dJjTydAav/x+SzSFgQICB10CTKREB3wROHdkh7Ud2dm7rcCCxhnIGXhddcE92cE91mDp1au7JCu74zZs3S1NTU68tefnll2XWrFm5CERfP1qr9odyaV0TLrvrMrzRh5dNpCXPeRBAoFCAgZfrAQEEUhfoOHlU2g5s6DxvCE9rKPzxmdt4FE0o/lFafX29vPjii7naomf0RrGGCRMm5H6Q5obZ6BMN0a+++mrnMe6RZ+5TuLbL9LpIg/t86lOfkldeeSX3g7befgiXelN7PCFxBj/6wC4QQICBl2sAAQQyEQg11pAJVqAnbRh0SsY38HSGQNvHthFQJcDAq6qdFINAOAIhP60hHOVsd0qcIVt/zo4AAmcEGHi5GhBAIBOB0yePyMkDzZ3nDiHWkAlUsCclzhBs69g4AgoFGHgVNpWSEAhFoHusoU6OtIXxEopQjLPaZ8OgdhnfwNMZsvLnvAgg0FWAgZcrAgEEMhMojjUcaRsguwJ5CUVmaIGcmDhDII1imwgYEWDgNdJoykTARwFiDT52JY49dY8z1I9qkhpeNhEHLmsggEAFAgy8FaBxCAIIxCdArCE+S19Waqhvl/G8bMKXdrAPBBAQEQZeLgMEEMhUoP3w+3Lq6O7OPRBryLQdsZx8YmObDC182cSwCTJw2FmxrM0iCCCAQCUCDLyVqHEMAgjEJtDRflTa9of1Eoqo+LVr18rDDz/c78sf3AsjVqxY0fmyiui4aJ3ohRRDhw7NredeLexeWhG9gMJ9r/CVw7HhJ7BQjXTI9NHHpabmzOLEGRKAZkkEEChLgIG3LC6+jAACSQgUxxp2H66XwycGJHGqWNaM3o7mFlu6dKnU1dX1uG70pjT3amH3pjT3cX+2c+dOmTlzZu7f3VpuAHavHt6wIT/4T5o0SVauXCnXXnutuCG48Du9nSuWwmJYpHHQKRnHyyZikGQJBBCIU4CBN05N1kIAgYoE2o98IKeO7Oo81vdYQ/SK32iI7anoaCh2w64bZnv7uDu3+/btk6amptyrg6dNm5Z79XB0R9gNvM3NzTJmzJgurySuCDqFg4gzpIDMKRBAoGwBJy/lzgAACJdJREFUBt6yyTgAAQTiFug4eUTaAnkJhRtQ3d3Xs846S5544gmZNWuWXH/99bk7sYWf9957T9atWyf19fXy4osv9hp7KBxm3cA7cuTILnd43flaWlr6HJrj7kel6/UYZxg9R2oGdrWpdH2OQwABBCoVYOCtVI7jEEAgVoG2vWul4/SZFxXsPlwnh0/49xIKFz/Yvn27zJkzR9zd2yeffFIaGxs7IwsRihteT5w4IfPnz5fhw4fnsrnuTm/h3d7iqEIUgYgyvO5Or4s5XHjhhbm7v4U54FjxY1qs+GUTNQMGSf2YeTGtzjIIIIBA5QIMvJXbcSQCCMQoEEqswQ28Bw8e7Bxw3Z3cVatWdbvLG92tjQbcaFAuzPwWxhl6onzttddyg7X7nrtbfPnll8sLL7wgCxcu9DLeMLHxhAytP91ZyoCh42Vgw5QYrxKWQgABBCoTYOCtzI2jEEAgZoFQYg1RVCEaXN0wumbNGrnsssu6/Hitp8F427ZtXe4E95XNdedxH/ekhsK1opxv4RMcYm5FRcsRZ6iIjYMQQCAlAQbelKA5DQII9C/QLdbQWieH2/yKNUSxgyVLluSG0eI7uVGVbhB2Gd9ly5bJiBEjctEHF2+IBlUXZ3jppZdy2d7i/K87RxRlcOtFQ7a7w+tiDYXr9K+azjeIM6TjzFkQQKAyAQbeytw4CgEEEhAofgnF0bYBsrO1PoEzVbekG2Yfeugh2bVrV+ezdd2KxbEFN6jef//9uZO5H7YV5nd7e66uG3YLn9AQ7dT3DG+3pzMQZ6juIuNoBBCIVYCBN1ZOFkMAgWoETp88IieLntawdf9g6ZCCtxhUcwKOTUSAOEMirCyKAAIxCjDwxojJUgggUL1ACLGG6qvUtULjoHYZ13DmCRs8nUFXf6kGAQ0CDLwaukgNCCgSaG99X04d291Zka+xBkXkVZfC0xmqJmQBBBBIWICBN2FglkcAgfIEOtqPSNv+5s6DOjpEiDWUZ5jmt3uKM9SNapLaumFpboNzIYAAAn0KMPBygSCAgHcCxbEG7zbIhnoVIM7AxYEAAj4KMPD62BX2hIBxgeKXUBjnCKr8AUMnyMCGs4LaM5tFAAH9Agy8+ntMhQgEJ1AcawiuAMMbJs5guPmUjoDHAgy8HjeHrSFgWYBYQ3jdJ84QXs/YMQJWBBh4rXSaOhFAAAEEEEAAAaMCDLxGG0/ZCCCAAAIIIICAFQEGXiudpk4EEEAAAQQQQMCoAAOv0cZTNgIIIIAAAgggYEWAgddKp6kTAQQQQAABBBAwKsDAa7TxlI0AAggggAACCFgRYOC10mnqRAABBBBAAAEEjAow8BptPGUjgAACCCCAAAJWBBh4rXSaOhFAAAEEEEAAAaMCDLxGG0/ZCCCAAAIIIICAFQEGXiudpk4EEEAAAQQQQMCoAAOv0cZTNgIIIIAAAgggYEWAgddKp6kTAQQQQAABBBAwKsDAa7TxlI0AAggggAACCFgRYOC10mnqRAABBBBAAAEEjAow8BptPGUjgAACCCCAAAJWBBh4rXSaOhFAAAEEEEAAAaMCDLxGG0/ZCCCAAAIIIICAFQEGXiudpk4EEEAAAQQQQMCoAAOv0cZTNgIIIIAAAgggYEWAgddKp6kTAQQQQAABBBAwKsDAa7TxlI0AAggggAACCFgRYOC10mnqRAABBBBAAAEEjAow8BptPGUjgAACCCCAAAJWBBh4rXSaOhFAAAEEEEAAAaMCDLxGG0/ZCCCAAAIIIICAFQEGXiudpk4EEEAAAQQQQMCoAAOv0cZTNgIIIIAAAgggYEWAgddKp6kTAQQQQAABBBAwKsDAa7TxlI0AAggggAACCFgRYOC10mnqRAABBBBAAAEEjAow8BptPGUjgAACCCCAAAJWBBh4rXSaOhFAAAEEEEAAAaMCDLxGG0/ZCCCAAAIIIICAFQEGXiudpk4EEEAAAQQQQMCoAAOv0cZTNgIIIIAAAgggYEWAgddKp6kTAQQQQAABBBAwKsDAa7TxlI0AAggggAACCFgRYOC10mnqRAABBBBAAAEEjAow8BptPGUjgAACCCCAAAJWBBh4rXSaOhFAAAEEEEAAAaMCDLxGG0/ZCCCAAAIIIICAFQEGXiudpk4EEEAAAQQQQMCoAAOv0cZTNgIIIIAAAgggYEWAgddKp6kTAQQQQAABBBAwKsDAa7TxlI0AAggggAACCFgRYOC10mnqRAABBBBAAAEEjAow8BptPGUjgAACCCCAAAJWBBh4rXSaOhFAAAEEEEAAAaMCDLxGG0/ZCCCAAAIIIICAFQEGXiudpk4EEEAAAQQQQMCoAAOv0cZTNgIIIIAAAgggYEWAgddKp6kTAQQQQAABBBAwKsDAa7TxlI0AAggggAACCFgRYOC10mnqRAABBBBAAAEEjAow8BptPGUjgAACCCCAAAJWBBh4rXSaOhFAAAEEEEAAAaMCDLxGG0/ZCCCAAAIIIICAFQEGXiudpk4EEEAAAQQQQMCoAAOv0cZTNgIIIIAAAgggYEWAgddKp6kTAQQQQAABBBAwKsDAa7TxlI0AAggggAACCFgRYOC10mnqRAABBBBAAAEEjAow8BptPGUjgAACCCCAAAJWBBh4rXSaOhFAAAEEEEAAAaMCDLxGG0/ZCCCAAAIIIICAFQEGXiudpk4EEEAAAQQQQMCoAAOv0cZTNgIIIIAAAgggYEWAgddKp6kTAQQQQAABBBAwKsDAa7TxlI0AAggggAACCFgRYOC10mnqRAABBBBAAAEEjAow8BptPGUjgAACCCCAAAJWBBh4rXSaOhFAAAEEEEAAAaMCDLxGG0/ZCCCAAAIIIICAFQEGXiudpk4EEEAAAQQQQMCoAAOv0cZTNgIIIIAAAgggYEWAgddKp6kTAQQQQAABBBAwKsDAa7TxlI0AAggggAACCFgR+P85vHb2WUcTZQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plotly import graph_objects as go\n",
    "\n",
    "fig = go.Figure(go.Funnelarea(\n",
    "      values = [5, 4, 3, 2, 1], text = [\"The 1st\",\"The 2nd\", \"The 3rd\", \"The 4th\", \"The 5th\"],\n",
    "      marker = {\"colors\": [\"deepskyblue\", \"lightsalmon\", \"tan\", \"teal\", \"silver\"],\n",
    "                \"line\": {\"color\": [\"wheat\", \"wheat\", \"blue\", \"wheat\", \"wheat\"], \"width\": [0, 1, 5, 0, 4]}},\n",
    "      textfont = {\"family\": \"Old Standard TT, serif\", \"size\": 13, \"color\": \"black\"}, opacity = 0.65))\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "minus-newfoundland",
   "metadata": {},
   "source": [
    "### Multiple Area Funnels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "monetary-adobe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plotly import graph_objects as go\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Funnelarea(\n",
    "    scalegroup = \"first\", values = [500, 450, 340, 230, 220, 110], textinfo = \"value\",\n",
    "    title = {\"position\": \"top center\", \"text\": \"Sales for Sale Person A in U.S.\"},\n",
    "    domain = {\"x\": [0, 0.5], \"y\": [0, 0.5]}))\n",
    "\n",
    "fig.add_trace(go.Funnelarea(\n",
    "    scalegroup = \"first\", values = [600, 500, 400, 300, 200, 100], textinfo = \"value\",\n",
    "    title = {\"position\": \"top center\", \"text\": \"Sales of Sale Person B in Canada\"},\n",
    "    domain = {\"x\": [0, 0.5], \"y\": [0.55, 1]}))\n",
    "\n",
    "fig.add_trace(go.Funnelarea(\n",
    "    scalegroup = \"second\", values = [510, 480, 440, 330, 220, 100], textinfo = \"value\",\n",
    "    title = {\"position\": \"top left\", \"text\": \"Sales of Sale Person A in Canada\"},\n",
    "    domain = {\"x\": [0.55, 1], \"y\": [0, 0.5]}))\n",
    "\n",
    "fig.add_trace(go.Funnelarea(\n",
    "            scalegroup = \"second\", values = [360, 250, 240, 130, 120, 60],\n",
    "            textinfo = \"value\", title = {\"position\": \"top left\", \"text\": \"Sales of Sale Person B in U.S.\"},\n",
    "            domain = {\"x\": [0.55, 1], \"y\": [0.55, 1]}))\n",
    "\n",
    "fig.update_layout(\n",
    "            margin = {\"l\": 200, \"r\": 200}, shapes = [\n",
    "            {\"x0\": 0, \"x1\": 0.5, \"y0\": 0, \"y1\": 0.5},\n",
    "            {\"x0\": 0, \"x1\": 0.5, \"y0\": 0.55, \"y1\": 1},\n",
    "            {\"x0\": 0.55, \"x1\": 1, \"y0\": 0, \"y1\": 0.5},\n",
    "            {\"x0\": 0.55, \"x1\": 1, \"y0\": 0.55, \"y1\": 1}])\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
